# Sentiment Prediction on TweetEval (IID)

Source: [Sentiment Prediction on TweetEval (IID)](<https://www.sota2.com/research/sota/sentiment-prediction-on-tweeteval-iid>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-23T06:46:47.829Z

Evaluation of Sentiment Prediction performance on the IID split of the TweetEval dataset, reporting Accuracy, Fairness Score, and Privacy Score.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Sentiment Prediction |
| Dataset (including any stated split) | TweetEval (IID) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/sentiment-prediction-on-tweeteval-iid.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Fairness Score](<https://www.sota2.com/research/sota/sentiment-prediction-on-tweeteval-iid.md?metric=Fairness%20Score>): Higher is better; unit: SCALAR.

- [Privacy Score](<https://www.sota2.com/research/sota/sentiment-prediction-on-tweeteval-iid.md?metric=Privacy%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FairFed | 53.1 | Not recorded | 68fa77801e209131cea73a2b |
| FedAvg | 52.58 | Not recorded | 68fa77801e209131cea73a2b |
| RESFL | 50.67 | Not recorded | 68fa77801e209131cea73a2b |
| AF-UFM-Cluster | 50.53 | Not recorded | 68fa77801e209131cea73a2b |
| AF-UFM-Slices | 50.42 | Not recorded | 68fa77801e209131cea73a2b |
| AF-UFM-Proxy | 50.09 | Not recorded | 68fa77801e209131cea73a2b |
| PUFFLE | 49.59 | Not recorded | 68fa77801e209131cea73a2b |
| FedAvg-DP | 37.24 | Not recorded | 68fa77801e209131cea73a2b |

### FairFed

Accuracy: 53.1. Result ID: 69e9bfba47f34ce924d0508f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e091e209131cea3d903.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FedAvg

Accuracy: 52.58. Result ID: 69e9bfba47f34ce924d0508d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RESFL

Accuracy: 50.67. Result ID: 69e9bfba47f34ce924d05094.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

Recorded evaluation configuration: {"mode":"labeled-S"}. This record does not assert independent reproduction.

### AF-UFM-Cluster

Accuracy: 50.53. Result ID: 69e9bfba47f34ce924d05091.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

Recorded evaluation configuration: {"variant":"Cluster"}. This record does not assert independent reproduction.

### AF-UFM-Slices

Accuracy: 50.42. Result ID: 69e9bfba47f34ce924d05092.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

Recorded evaluation configuration: {"variant":"Slices"}. This record does not assert independent reproduction.

### AF-UFM-Proxy

Accuracy: 50.09. Result ID: 69e9bfba47f34ce924d05093.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

Recorded evaluation configuration: {"variant":"Proxy"}. This record does not assert independent reproduction.

### PUFFLE

Accuracy: 49.59. Result ID: 69e9bfba47f34ce924d05090.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa742d1e209131cea603b9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FedAvg-DP

Accuracy: 37.24. Result ID: 69e9bfba47f34ce924d0508e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77801e209131cea73a2b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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